UNIVERSUM
1 Intoduction
This report is one of 493,845 that I will make, and one of 104,070,413 that could be made.
I “toke” the 1.4 TB Linked-In data that was breached in 2020, and turned it into some insights to power my job HUNT.
The insights I could share in this report, that are also related to my goals, are:
- Industry base recruitment trend.
- Company base workforce timeline.
- Current/part workforce info:
- Basic info: Name, job title, status, social link. I could add geo-location for some that have the data, but it would look creepy.
- Their work period.
- Their experiences.
2 About me
Salutations; I’m Joseph, a self-taught data analyst, engineer, and scraper.
Despite life’s challenges, my goal remains a remote job, either full or part-time, and having friends to tackle the challenges of this changing world with.
To show my skills and dedication, I made a project that yielded this tailored report.
3 About the project
3.1 How this project comes to life?
First time I searched for a remote job I scraped contact info from Google map, then switch to LinkedIn… But I could never contact anyone on a “personal level”; So, I remembered the existance of a 2020 LinkedIn data leak and decided to give it a try.
The tools I used are: Python, Polars, and DuckDB
3.2 The process
The process was done in my local machine, and it was as followed.
4 General graphs
4.1 market research indestry’s yearly new recruit count
4.2 universum’s workforce status over the years
5 Workforce sample
5.1 Achim Schulz
Job title: P a u s e
Associated: False
Socials: https://de.linkedin.com/in/achimschulz | https://linkedin.com/in/achim-schulz-71880191 | https://linkedin.com/in/achimschulz
5.1.1 Achim Schulz’s working period at universum
5.1.2 Gantt plot of Achim Schulz’s experience
5.2 Albert Qi
Job title: Director of business development and strategic employer brand advisor
Associated: True
Socials: https://linkedin.com/in/albertqi | https://linkedin.com/in/albert-qi-86721125
5.2.1 Albert Qi’s working period at universum
5.2.2 Gantt plot of Albert Qi’s experience
5.3 Alvin Lim
Job title: Head of activation solutions, apac
Associated: True
Socials: https://linkedin.com/in/alwlim | https://linkedin.com/in/alvin-lim-a3625b18 | https://facebook.com/alvin.liwei
5.3.1 Alvin Lim’s working period at universum
5.3.2 Gantt plot of Alvin Lim’s experience
5.4 Ambrish Bandalkul
Job title: Junior project manager
Associated: True
Socials: https://linkedin.com/in/ambrishbandalkul
5.4.1 Ambrish Bandalkul’s working period at universum
5.4.2 Gantt plot of Ambrish Bandalkul’s experience
5.5 Anderson Maldonado
Job title: 728
Associated: True
Socials: https://linkedin.com/in/anderson-stefano-loayza...
5.5.1 Anderson Maldonado’s working period at universum
5.5.2 Gantt plot of Anderson Maldonado’s experience
5.6 Andis Apsitis
Job title: Chairman
Associated: True
Socials: https://linkedin.com/in/andisapsitis
5.6.1 Andis Apsitis’s working period at universum
5.6.2 Gantt plot of Andis Apsitis’s experience
5.7 Andy Brett
Job title: Director of people and talent
Associated: True
Socials: https://linkedin.com/in/andybrett | https://linkedin.com/in/andy-brett-119939
5.7.1 Andy Brett’s working period at universum
5.7.2 Gantt plot of Andy Brett’s experience
5.8 Angelica Netje
Job title: Head of product, activation sweden
Associated: True
Socials: https://linkedin.com/in/angelicanetje
5.8.1 Angelica Netje’s working period at universum
5.8.2 Gantt plot of Angelica Netje’s experience
5.9 Anjani Gali
Job title: Cto, wetfeet recruiter
Associated: True
Socials: https://linkedin.com/in/anjani-gali-3952163
5.9.1 Anjani Gali’s working period at universum
5.9.2 Gantt plot of Anjani Gali’s experience
5.10 Ankita Modi
Job title: Employer branding consultant, insights driven sales partner, universum
Associated: True
Socials: https://linkedin.com/in/ankita-modi-b118b219
5.10.1 Ankita Modi’s working period at universum
5.10.2 Gantt plot of Ankita Modi’s experience
5.11 Anna Magnusson
Job title: Researcher
Associated: False
Socials: https://linkedin.com/in/anna-kleinwichs-magnusson-4267573b | https://linkedin.com/in/anna-magnusson-13515210b | https://linkedin.com/in/anna-magnusson-b294a146 | https://linkedin.com/in/frilanscopy | https://facebook.com/skrivbyran | https://twitter.com/skrivbyran
5.11.1 Anna Magnusson’s working period at universum
5.11.2 Gantt plot of Anna Magnusson’s experience
5.12 Annika Reimertz
Job title: Business developer
Associated: True
Socials: https://linkedin.com/in/annika-reimertz-41aa8530 | https://facebook.com/annika.reimertz
5.12.1 Annika Reimertz’s working period at universum
5.12.2 Gantt plot of Annika Reimertz’s experience
5.13 Arkadiusz Lewandowski
Job title: Menager
Associated: True
Socials: https://linkedin.com/in/arkadiusz-lewandowski-179550185
5.13.1 Arkadiusz Lewandowski’s working period at universum
5.13.2 Gantt plot of Arkadiusz Lewandowski’s experience
5.14 Arkadiusz Lewandowski
Job title: ****
Associated: True
Socials: https://linkedin.com/in/arkadiusz-lewandowski-a4bb17153
5.14.1 Arkadiusz Lewandowski’s working period at universum
5.14.2 Gantt plot of Arkadiusz Lewandowski’s experience
5.15 Beate Mittendorf
Job title: Rentner
Associated: True
Socials: https://linkedin.com/in/beate-mittendorf-3591ba152
5.15.1 Beate Mittendorf’s working period at universum
5.15.2 Gantt plot of Beate Mittendorf’s experience
5.16 Beatrice Odin
Job title: Head of marketing nordics
Associated: True
Socials: https://linkedin.com/in/beaodin | https://facebook.com/beatrice.odin | https://linkedin.com/in/beatrice-odin-a355764a
5.16.1 Beatrice Odin’s working period at universum
5.16.2 Gantt plot of Beatrice Odin’s experience
5.17 Bo Ko
Job title: Demigod
Associated: True
Socials: https://linkedin.com/in/bo-ko-9b95511b9
5.17.1 Bo Ko’s working period at universum
5.17.2 Gantt plot of Bo Ko’s experience
5.18 Charlotte Hakansson
Job title: Senior project manager
Associated: True
Socials: https://linkedin.com/in/charlotte-hakansson-350b803a
5.18.1 Charlotte Hakansson’s working period at universum
5.18.2 Gantt plot of Charlotte Hakansson’s experience
5.19 Claudia Tattanelli
Job title: Chairman strategic board
Associated: True
Socials: https://linkedin.com/in/claudiatattanelli
5.19.1 Claudia Tattanelli’s working period at universum
5.19.2 Gantt plot of Claudia Tattanelli’s experience
5.20 David Falzon
Job title: Employer branding advisor
Associated: True
Socials: https://linkedin.com/in/david-falzon-30807413
5.20.1 David Falzon’s working period at universum
5.20.2 Gantt plot of David Falzon’s experience
5.21 Devika Langar
Job title: Consulting assistant
Associated: True
Socials: https://linkedin.com/in/devikalangar | https://linkedin.com/in/devika-langar-b334a324
5.21.1 Devika Langar’s working period at universum
5.21.2 Gantt plot of Devika Langar’s experience
5.22 Dirk Lodder
Job title: Welten-erschaffer
Associated: True
Socials: https://linkedin.com/in/dirk-lodder-b0138b136
5.22.1 Dirk Lodder’s working period at universum
5.22.2 Gantt plot of Dirk Lodder’s experience
5.23 Elias Berglund
Job title: Chief human resources officer
Associated: True
Socials: https://linkedin.com/in/elias-berglund-83b4188 | https://linkedin.com/in/eliasberglund
5.23.1 Elias Berglund’s working period at universum
5.23.2 Gantt plot of Elias Berglund’s experience
5.24 Göx Dichter
Job title: Gott
Associated: True
Socials: https://linkedin.com/in/göx-dichter-a9923b194
5.24.1 Göx Dichter’s working period at universum
5.24.2 Gantt plot of Göx Dichter’s experience
5.25 Ilmo Pylkkänen
Job title: Freelancer
Associated: True
Socials: https://linkedin.com/in/ilmo-pylkkã¤nen-40691b16 | https://linkedin.com/in/ilmo-pylkkänen-40691b16
5.25.1 Ilmo Pylkkänen’s working period at universum
5.25.2 Gantt plot of Ilmo Pylkkänen’s experience
5.26 Izabela Holm
Job title: Global head of accounting
Associated: True
Socials: https://linkedin.com/in/izabela-holm-93b480a4 | https://facebook.com/100000228647283
5.26.1 Izabela Holm’s working period at universum
5.26.2 Gantt plot of Izabela Holm’s experience
5.27 Jacob Andelius
Job title: Senior consultant
Associated: True
Socials: https://twitter.com/jacobandelius | https://linkedin.com/in/jacob-andelius-a63278
5.27.1 Jacob Andelius’s working period at universum
5.27.2 Gantt plot of Jacob Andelius’s experience
5.28 Jennifer Harstad
Job title: Digital marketing manager switzerland and austria
Associated: True
Socials: https://linkedin.com/in/jenniferharstad | https://linkedin.com/in/jennifer-harstad-9900b68
5.28.1 Jennifer Harstad’s working period at universum
5.28.2 Gantt plot of Jennifer Harstad’s experience
5.29 Jesper Dansholm
Job title: Managing director and client advisor, denmark
Associated: True
Socials: https://linkedin.com/in/jesperdansholm
5.29.1 Jesper Dansholm’s working period at universum
5.29.2 Gantt plot of Jesper Dansholm’s experience
5.30 Jesse Leibowitz
Job title: First assistant camera
Associated: True
Socials: https://linkedin.com/in/jesse-leibowitz-61a379b9
5.30.1 Jesse Leibowitz’s working period at universum
5.30.2 Gantt plot of Jesse Leibowitz’s experience
5.31 Jim Evans
Job title: Senior consultant
Associated: True
Socials: https://linkedin.com/in/jim-evans-b9bba12 | https://linkedin.com/in/jim-evans-se
5.31.1 Jim Evans’s working period at universum
5.31.2 Gantt plot of Jim Evans’s experience
5.32 Jing Phang
Job title: Internship
Associated: False
Socials: https://linkedin.com/in/jing-lin-phang-b2a9aa128
5.32.1 Jing Phang’s working period at universum
5.32.2 Gantt plot of Jing Phang’s experience
5.33 Johannes Schwenk
Job title: Software engineer
Associated: True
Socials: https://klout.com/johannesschwenk | https://twitter.com/johannesschwenk | https://github.com/johannesch | https://linkedin.com/in/johannesschwenk
5.33.1 Johannes Schwenk’s working period at universum
5.33.2 Gantt plot of Johannes Schwenk’s experience
5.34 Jonas Barck
Job title: Chief marketing officer
Associated: True
Socials: https://youtube.com/user/ucebma_hf6frj_rvvpm6myjg | https://facebook.com/jonas.barck | https://twitter.com/barck | https://linkedin.com/in/jonasbarck
5.34.1 Jonas Barck’s working period at universum
5.34.2 Gantt plot of Jonas Barck’s experience
5.35 Kamila Kopec
Job title: Office coordinator
Associated: True
Socials: https://linkedin.com/in/kamila-kopec-b3b00047
5.35.1 Kamila Kopec’s working period at universum
5.35.2 Gantt plot of Kamila Kopec’s experience
5.36 Lilian Opmeer
Job title: Oppergod
Associated: True
Socials: https://linkedin.com/in/lilian-opmeer-8548151a1
5.36.1 Lilian Opmeer’s working period at universum
5.36.2 Gantt plot of Lilian Opmeer’s experience
5.37 Michael Matau
Job title: Universum campus ambassador
Associated: True
Socials: https://linkedin.com/in/michael-matau-2a411881 | https://linkedin.com/in/michael-matau-23823768
5.37.1 Michael Matau’s working period at universum
5.37.2 Gantt plot of Michael Matau’s experience
5.38 Michail Helminen
Job title: Sales development manager
Associated: True
Socials: https://linkedin.com/in/mischa-michail-helminen-12949819
5.38.1 Michail Helminen’s working period at universum
5.38.2 Gantt plot of Michail Helminen’s experience
5.39 Moni Meier
Job title: Freizeitforscherin
Associated: True
Socials: https://linkedin.com/in/moni-meier-775636138
5.39.1 Moni Meier’s working period at universum
5.39.2 Gantt plot of Moni Meier’s experience
5.40 Munish Goyal
Job title: Project and technical lead
Associated: True
Socials: https://linkedin.com/in/munish-goyal-b1a2b721 | https://github.com/goyalmunish | https://linkedin.com/in/goyalmunish
5.40.1 Munish Goyal’s working period at universum
5.40.2 Gantt plot of Munish Goyal’s experience
5.41 Nicholas Haralambous
Job title: Freelance writer
Associated: False
Socials: https://linkedin.com/in/nicholas-haralambous-5630303 | https://linkedin.com/in/nicharalambous
5.41.1 Nicholas Haralambous’s working period at universum
5.41.2 Gantt plot of Nicholas Haralambous’s experience
5.42 Nick Simpson
Job title: Key account manager
Associated: False
Socials: https://twitter.com/nick_simp | https://linkedin.com/in/simpsonnick | https://linkedin.com/in/nick-simpson-1197929
5.42.1 Nick Simpson’s working period at universum
5.42.2 Gantt plot of Nick Simpson’s experience
5.43 Nikita Shirodkar
Job title: Associate director
Associated: True
Socials: https://facebook.com/niki.shirodkar | https://linkedin.com/in/nikita-shirodkar | https://linkedin.com/in/nikita-shirodkar-37b2b0a1
5.43.1 Nikita Shirodkar’s working period at universum
5.43.2 Gantt plot of Nikita Shirodkar’s experience
5.44 Ola Källqvist
Job title: Chairman universum asia
Associated: False
Socials: https://linkedin.com/in/ola-kã¤llqvist-21814a | https://linkedin.com/in/ola-källqvist-21814a
5.44.1 Ola Källqvist’s working period at universum
5.44.2 Gantt plot of Ola Källqvist’s experience
5.45 Peter Hellwig
Job title: Iran transport responsible
Associated: True
Socials: https://linkedin.com/in/peter-hellwig-8725117 | https://facebook.com/peter.hellwig.3720
5.45.1 Peter Hellwig’s working period at universum
5.45.2 Gantt plot of Peter Hellwig’s experience
5.46 Prakash Rajagopalan
Job title: Product owner
Associated: True
Socials: https://linkedin.com/in/prakash-rajagopalan-77689a5 | https://facebook.com/prakash.rajagopalan.7 | https://github.com/prakr | https://quora.com/prakash-rajagopalan | https://youtube.com/user/prakr26
5.46.1 Prakash Rajagopalan’s working period at universum
5.46.2 Gantt plot of Prakash Rajagopalan’s experience
5.47 Ravdeep Hora
Job title: Key account manager, apac
Associated: True
Socials: https://klout.com/ravdeep_hora | https://pinterest.com/ravdeephora | https://angel.co/ravdeep-hora-1 | https://foursquare.com/user/11414029 | https://linkedin.com/in/ravdeep1 | https://twitter.com/ravdeep_hora | https://linkedin.com/in/ravdeep-hora-5819552
5.47.1 Ravdeep Hora’s working period at universum
5.47.2 Gantt plot of Ravdeep Hora’s experience
5.48 Rodrigo Gomez
Job title: Director
Associated: True
Socials: https://linkedin.com/in/rodrigo-gomez-911205b
5.48.1 Rodrigo Gomez’s working period at universum
5.48.2 Gantt plot of Rodrigo Gomez’s experience
5.49 Sabrina Gloor
Job title: Assistance rp, communication, vente
Associated: False
Socials: https://linkedin.com/in/sabrina-martina-ep-gloor-345a21112
5.49.1 Sabrina Gloor’s working period at universum
5.49.2 Gantt plot of Sabrina Gloor’s experience
5.50 Sean O’Grady
Job title: Strategic and creative director for the americas
Associated: True
Socials: https://linkedin.com/in/seantogrady | https://facebook.com/sean.ogrady1982 | https://twitter.com/sean_t_ogrady
5.50.1 Sean O’Grady’s working period at universum
5.50.2 Gantt plot of Sean O’Grady’s experience
5.51 Shcherbakov Alexander
Job title: вð ð ð ðµð ðµñ
Associated: True
Socials: https://linkedin.com/in/shcherbakov-alexander-49063539
5.51.1 Shcherbakov Alexander’s working period at universum
5.51.2 Gantt plot of Shcherbakov Alexander’s experience
5.52 Sighsten Dahl
Job title: Thought leader in the field of employer branding and talent strategy
Associated: True
Socials: https://linkedin.com/in/sighsten
5.52.1 Sighsten Dahl’s working period at universum
5.52.2 Gantt plot of Sighsten Dahl’s experience
5.53 Steve Ward
Job title: Uk business director
Associated: True
Socials: https://twitter.com/cloudninerec | https://linkedin.com/in/steve-ward-72b18a9 | https://facebook.com/cloudninerec | https://linkedin.com/in/cloudninerec
5.53.1 Steve Ward’s working period at universum
5.53.2 Gantt plot of Steve Ward’s experience
5.54 Tage Rönnqvist
Job title: Freelance photographer and videographer
Associated: True
Socials: https://linkedin.com/in/tage-rã¶nnqvist-24ba0519 | https://linkedin.com/in/tage-rönnqvist-432a0519 | https://twitter.com/tageronnqvist | https://linkedin.com/in/tage-rã¶nnqvist-432a0519 | https://linkedin.com/in/tage-rönnqvist-24ba0519
5.54.1 Tage Rönnqvist’s working period at universum
5.54.2 Gantt plot of Tage Rönnqvist’s experience
5.55 Taylor Nieman
Job title: Business development manager, the americas
Associated: False
Socials: https://linkedin.com/in/taylor-nieman-554553a8 | https://linkedin.com/in/taylornieman
5.55.1 Taylor Nieman’s working period at universum
5.55.2 Gantt plot of Taylor Nieman’s experience
5.56 Timothy Rowel
Job title: Philanthropist
Associated: True
Socials: https://linkedin.com/in/timothy-rowel-75090b25
5.56.1 Timothy Rowel’s working period at universum
5.56.2 Gantt plot of Timothy Rowel’s experience
5.57 Tom Xiong
Job title: Global head of universum digital
Associated: False
Socials: https://linkedin.com/in/tom-xiong-86570a2 | https://linkedin.com/in/shuotomxiong | https://twitter.com/tomxio
5.57.1 Tom Xiong’s working period at universum
5.57.2 Gantt plot of Tom Xiong’s experience
5.58 Torgil Lenning
Job title: Partner, business development
Associated: False
Socials: https://twitter.com/torgillenning | https://linkedin.com/in/torgillenning | https://facebook.com/torgil.lenning | https://linkedin.com/in/torgil-lenning-648482
5.58.1 Torgil Lenning’s working period at universum
5.58.2 Gantt plot of Torgil Lenning’s experience
5.59 Valentina Ciavarella
Job title: Communication strategist
Associated: True
Socials: https://twitter.com/valentinaciav | https://linkedin.com/in/valentinaciavarella | https://linkedin.com/in/valentina-ciavarella-a1531541
5.59.1 Valentina Ciavarella’s working period at universum
5.59.2 Gantt plot of Valentina Ciavarella’s experience
5.60 Victoria Amado
Job title: Director - latam
Associated: True
Socials: https://linkedin.com/in/victoria-amado-57b40a23